The tiny apartment felt like a pressure cooker. Heat from the afternoon sun, the stale air, and the sheer volume of things needing to be done. Eleanor glared at the book, a worn copy of *Pride and Prejudice*. She’d promised herself a relaxing afternoon. Instead, she’d tripped over a stray box and now she was stuck in this mess.

As she flipped through the pages, a thin, yellowed sheet of paper drifted to the floor. She knelt, snatching it up. Another obstacle. She unfolded it, her lips twisting into a frown. This was too much. She tossed it back on the floor and stood up, ready to walk away.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion exasperated. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 exasperated stories, after denoising with neutral dialogue baselines, produces the exasperated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the exasperated vector is projected through the unembedding matrix.

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216